import torch
import gradio as gr
from PIL import Image
import qrcode
from pathlib import Path
from multiprocessing import cpu_count
import requests
import io
import os
from PIL import Image
import spaces

from diffusers import (
    StableDiffusionPipeline,
    StableDiffusionControlNetImg2ImgPipeline,
    ControlNetModel,
    DDIMScheduler,
    DPMSolverMultistepScheduler,
    DEISMultistepScheduler,
    HeunDiscreteScheduler,
    EulerDiscreteScheduler,
)

qrcode_generator = qrcode.QRCode(
    version=1,
    error_correction=qrcode.ERROR_CORRECT_H,
    box_size=10,
    border=4,
)

controlnet = ControlNetModel.from_pretrained(
    "DionTimmer/controlnet_qrcode-control_v1p_sd15", torch_dtype=torch.float16
).to("cuda")

pipe = StableDiffusionControlNetImg2ImgPipeline.from_pretrained(
    # "runwayml/stable-diffusion-v1-5",
    "digiplay/GhostMixV1.2VAE",
    controlnet = controlnet,
    torch_dtype = torch.float16,
    safety_checker =None,
).to("cuda")
#pipe.enable_xformers_memory_efficient_attention()


def resize_for_condition_image(input_image: Image.Image, resolution: int):
    input_image = input_image.convert("RGB")
    W, H = input_image.size
    k = float(resolution) / min(H, W)
    H *= k
    W *= k
    H = int(round(H / 64.0)) * 64
    W = int(round(W / 64.0)) * 64
    img = input_image.resize((W, H), resample=Image.LANCZOS)
    return img


SAMPLER_MAP = {
    "DPM++ Karras SDE": lambda config: DPMSolverMultistepScheduler.from_config(config, use_karras=True, algorithm_type="sde-dpmsolver++"),
    "DPM++ Karras": lambda config: DPMSolverMultistepScheduler.from_config(config, use_karras=True),
    "Heun": lambda config: HeunDiscreteScheduler.from_config(config),
    "Euler": lambda config: EulerDiscreteScheduler.from_config(config),
    "DDIM": lambda config: DDIMScheduler.from_config(config),
    "DEIS": lambda config: DEISMultistepScheduler.from_config(config),
}

@spaces.GPU()
def inference(
    qr_code_content: str,
    prompt: str,
    negative_prompt: str,
    guidance_scale: float = 10.0,
    controlnet_conditioning_scale: float = 2.0,
    strength: float = 0.8,
    seed: int = -1,
    init_image: Image.Image | None = None,
    qrcode_image: Image.Image | None = None,
    use_qr_code_as_init_image = True,
    sampler = "DPM++ Karras SDE",
):
    if prompt is None or prompt == "":
        raise gr.Error("Prompt is required")

    if qrcode_image is None and qr_code_content == "":
        raise gr.Error("QR Code Image or QR Code Content is required")

    pipe.scheduler = SAMPLER_MAP[sampler](pipe.scheduler.config)

    generator = torch.manual_seed(seed) if seed != -1 else torch.Generator()

    if qr_code_content != "" or qrcode_image.size == (1, 1):
        print("Generating QR Code from content")
        qr = qrcode.QRCode(
            version=1,
            error_correction=qrcode.constants.ERROR_CORRECT_H,
            box_size=10,
            border=4,
        )
        qr.add_data(qr_code_content)
        qr.make(fit=True)

        qrcode_image = qr.make_image(fill_color="black", back_color="white")
        qrcode_image = resize_for_condition_image(qrcode_image, 768)
    else:
        print("Using QR Code Image")
        qrcode_image = resize_for_condition_image(qrcode_image, 768)

    # hack due to gradio examples
    init_image = qrcode_image

    out = pipe(
        prompt=prompt,
        negative_prompt=negative_prompt,
        image=qrcode_image,
        control_image=qrcode_image,  # type: ignore
        width=768,  # type: ignore
        height=768,  # type: ignore
        guidance_scale=float(guidance_scale),
        controlnet_conditioning_scale=float(controlnet_conditioning_scale),  # type: ignore
        generator=generator,
        strength=float(strength),
        num_inference_steps=50,
    )
    return out.images[0]  # type: ignore


with gr.Blocks(css="""
    body {
        background-color: #000000;
        color: #ffffff;
    }
    .gradio-container {
        background-color: #000000;
    }
    .gr-button-primary {
        background-color: #ff0000 !important;
        border-color: #ff0000 !important;
    }
    .gr-button-primary:hover {
        background-color: #cc0000 !important;
        border-color: #cc0000 !important;
    }
    #markdown-content h1, #markdown-content h2, #markdown-content h3 {
        color: #ff0000;
    }
    .gr-form {
        background-color: #1a1a1a;
        border: 1px solid #333333;
        border-radius: 8px;
        padding: 20px;
    }
    .gr-input, .gr-select {
        background-color: #2a2a2a;
        border-color: #444444;
        color: #ffffff;
    }
    .gr-input:focus, .gr-select:focus {
        border-color: #ff0000;
    }
    .gr-form-label {
        color: #ff0000;
    }
    #markdown-content .center-content,
    #markdown-content .center-content * {
        text-align: center !important;
    }
    #markdown-content .center-content ul,
    #markdown-content .center-content ol {
        list-style-position: inside;
        padding-left: 0;
    }
""") as blocks:
    gr.Markdown(
        """
        <div class="center-content">
        
        <img src="https://cdn-uploads.huggingface.co/production/uploads/64740cf7485a7c8e1bd51ac9/_VyYxp5qE_nRZ_LJqBxmL.webp" alt="Yamamoto Logo" style="max-width: 200px; margin-bottom: 20px;">
        
        # 🎨 Yamamoto QR Code Art Generator

        ## Transform Your QR Codes into Brand Masterpieces

        Welcome to Yamamoto's innovative QR Code Art Generator! This cutting-edge tool empowers our creative team to craft 
        visually stunning, on-brand QR codes that perfectly blend functionality with artistic expression.

        ## 🚀 How It Works:

        1. **Enter Your QR Code Content**: Start by inputting the URL or text for your QR code.
        2. **Craft Your Prompt**: Describe the artistic style or theme you envision for your QR code.
        3. **Fine-tune with Advanced Settings**: Adjust parameters to perfect your creation (see tips below).
        4. **Generate and Iterate**: Click 'Run' to create your art, then refine as needed.

        ## 🌟 Tips for Spectacular Results:

        - **Artistic Freedom**: Set between 0.8 and 0.95 for a balance of creativity and scannability.
        - **QR Code Visibility**: Aim for 0.6 to 2.0 to ensure your code is both artistic and functional.
        - **Prompt Crafting**: Use vivid, specific descriptions that align with your brand identity.
        - **Experimentation**: Don't hesitate to try different settings and prompts to find your perfect style!

        ## 🎭 Prompt Ideas to Spark Your Creativity:

        - "A serene Japanese garden with cherry blossoms and a koi pond"
        - "A futuristic cityscape with neon lights and flying cars"
        - "An abstract painting with swirling colors and geometric shapes"
        - "A vintage-style travel poster featuring iconic landmarks"

        Remember, the magic lies in the details of your prompt and the fine-tuning of your settings. 
        Happy creating!
        
        </div>
        """,
        elem_id="markdown-content"
    )

    with gr.Row():
        with gr.Column():
            qr_code_content = gr.Textbox(
                label="QR Code Content",
                placeholder="Enter URL or text for your QR code",
                info="This is what your QR code will link to or display when scanned.",
            )
            with gr.Accordion(label="QR Code Image (Optional)", open=False):
                qr_code_image = gr.Image(
                    label="QR Code Image (Optional). Leave blank to automatically generate QR code",
                    type="pil",
                )

            prompt = gr.Textbox(
                label="Artistic Prompt",
                placeholder="Describe the style or theme for your QR code art",
                info="Be specific and creative! This guides the AI in creating your unique QR art.",
            )
            negative_prompt = gr.Textbox(
                label="Elements to Avoid",
                placeholder="Describe what you don't want in the image",
                value="ugly, disfigured, low quality, blurry, nsfw",
                info="List elements or styles you want to avoid in your QR code art.",
            )
            use_qr_code_as_init_image = gr.Checkbox(
                label="Use QR code as init image", 
                value=True, 
                interactive=False, 
                info="Whether init image should be QR code. Unclick to pass init image or generate init image with Stable Diffusion 2.1"
            )
            with gr.Accordion(label="Init Images (Optional)", open=False, visible=True) as init_image_acc:
                init_image = gr.Image(label="Init Image (Optional). Leave blank to generate image with AI", type="pil")


            with gr.Accordion("Advanced Artistic Controls", open=True):
                controlnet_conditioning_scale = gr.Slider(
                    minimum=0.0,
                    maximum=5.0,
                    step=0.01,
                    value=1.1,
                    label="QR Code Visibility",
                )
                gr.Markdown(
                    """Balance between QR code clarity and artistic integration:
                    - Lower (0.0-0.5): Subtle, may be hard to scan
                    - Middle (0.6-1.5): Good blend of art and function
                    - Higher (1.6-5.0): Very clear QR code, less artistic freedom
                    - Start at 1.1 and adjust to find your perfect balance."""
                )
                strength = gr.Slider(
                    minimum=0.0, 
                    maximum=1.0, 
                    step=0.01, 
                    value=0.9, 
                    label="Artistic Freedom",
                )
                gr.Markdown(
                    """Controls how much the AI can alter the QR code:
                    - Lower (0.0-0.3): Minimal changes, closer to standard QR
                    - Middle (0.4-0.7): Balanced artistic elements
                    - Higher (0.8-1.0): Maximum creativity, may affect scannability
                    - Begin with 0.9 for a creative yet functional result."""
                )
                guidance_scale = gr.Slider(
                    minimum=0.0,
                    maximum=50.0,
                    step=0.25,
                    value=7.5,
                    label="Prompt Adherence",
                )
                gr.Markdown(
                    """Determines how closely the AI follows your prompt:
                    - Lower (0-5): More AI creativity, less prompt influence
                    - Middle (5-15): Balanced between prompt and AI interpretation
                    - Higher (15+): Strictly follows prompt, less variation
                    - Start at 7.5 and adjust based on your desired outcome."""
                )
                sampler = gr.Dropdown(
                    choices=list(SAMPLER_MAP.keys()), 
                    value="DPM++ Karras SDE", 
                    label="Image Generation Technique",
                )
                gr.Markdown(
                    """Different methods for creating your QR art:
                    - DPM++ Karras SDE: Versatile, high-quality results
                    - Euler: Sharp, detailed images
                    - DDIM: Good for abstract or artistic styles
                    - Experiment to find what works best for your vision!"""
                )
                seed = gr.Slider(
                    minimum=-1,
                    maximum=9999999999,
                    step=1,
                    value=-1,
                    label="Creative Seed",
                    randomize=False,                    
                )
                gr.Markdown(
                    """Controls the randomness in art creation:
                    - -1: New, unique creation each time
                    - Any other number: Recreates the same image consistently
                    - Use -1 to explore, or set a specific number to refine a design you like.""",
                )
            with gr.Row():
                run_btn = gr.Button("🎨 Create Your QR Art", variant="primary")
        with gr.Column():
            result_image = gr.Image(label="Your Artistic QR Code")
            gr.Markdown(
                """
                ### 🔍 Analyzing Your Creation
                - Is the QR code scannable? Test it with your phone's camera.
                - Does the art style match your prompt? If not, try adjusting the 'Prompt Adherence'.
                - Want more artistic flair? Increase the 'Artistic Freedom'.
                - Need a clearer QR code? Raise the 'QR Code Visibility'.
                
                Remember, creating the perfect QR art is a journey of experimentation and refinement. 
                Enjoy the process of bringing your unique vision to life!
                """
            )
    run_btn.click(
        inference,
        inputs=[
            qr_code_content,
            prompt,
            negative_prompt,
            guidance_scale,
            controlnet_conditioning_scale,
            strength,
            seed,
            init_image,
            qr_code_image,
            use_qr_code_as_init_image,
            sampler,
        ],
        outputs=[result_image],
        concurrency_limit=20
    )

    gr.Examples(
        examples=[
            [
                "https://huggingface.co/",
                "A sky view of a colorful lakes and rivers flowing through the desert",
                "ugly, disfigured, low quality, blurry, nsfw",
                7.5,
                1.3,
                0.9,
                5392011833,
                None,
                None,
                True,
                "DPM++ Karras SDE",
            ],
            [
                "https://huggingface.co/",
                "Bright sunshine coming through the cracks of a wet, cave wall of big rocks",
                "ugly, disfigured, low quality, blurry, nsfw",
                7.5,
                1.11,
                0.9,
                2523992465,
                None,
                None,
                True,
                "DPM++ Karras SDE",
            ],
            [
                "https://huggingface.co/",
                "Sky view of highly aesthetic, ancient greek thermal baths  in beautiful nature",
                "ugly, disfigured, low quality, blurry, nsfw",
                7.5,
                1.5,
                0.9,
                2523992465,
                None,
                None,
                True,
                "DPM++ Karras SDE",
            ],
        ],
        fn=inference,
        inputs=[
            qr_code_content,
            prompt,
            negative_prompt,
            guidance_scale,
            controlnet_conditioning_scale,
            strength,
            seed,
            init_image,
            qr_code_image,
            use_qr_code_as_init_image,
            sampler,
        ],
        outputs=[result_image],
        cache_examples=False,
    )

blocks.queue(max_size=20,api_open=False)
blocks.launch(share=bool(os.environ.get("SHARE", False)), show_api=True)